{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "12"
    }
   },
   "outputs": [],
   "source": [
    "import gymnasium as gym\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import rl_utils\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 策略网络/演员"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 离散动作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [],
   "source": [
    "class PolicyNet(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim):\n",
    "        super(PolicyNet, self).__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc2 = torch.nn.Linear(hidden_dim, action_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        return F.softmax(self.fc2(x), dim=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 连续动作\n",
    "\n",
    "输出正态分布的均值和方差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [],
   "source": [
    "class PolicyNetContinuous(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim, action_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc_mu = torch.nn.Linear(hidden_dim, action_dim)\n",
    "        self.fc_std = torch.nn.Linear(hidden_dim, action_dim)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 也可以直接用tanh激活输出一个固定值, 再缩放为所需动作值\n",
    "        # 输出均值方差的好处是可以创建一个正态分布, 再采样一次, 还有探索空间\n",
    "        x = F.relu(self.fc1(x))\n",
    "        mu = 2.0 * torch.tanh(self.fc_mu(x))  # 最大动作值是2, 因此乘以2缩放\n",
    "        std = F.softplus(self.fc_std(x))\n",
    "        return mu, std"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 价值网络 V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [],
   "source": [
    "class ValueNet(torch.nn.Module):\n",
    "    def __init__(self, state_dim, hidden_dim):\n",
    "        super().__init__()\n",
    "        self.fc1 = torch.nn.Linear(state_dim, hidden_dim)\n",
    "        self.fc2 = torch.nn.Linear(hidden_dim, 1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        return self.fc2(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PPO 裁剪算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [],
   "source": [
    "class PPO:\n",
    "    ''' PPO算法,采用截断方式 '''\n",
    "    def __init__(\n",
    "        self,\n",
    "        state_dim: int,\n",
    "        hidden_dim: int,\n",
    "        action_dim: int,\n",
    "        actor_lr: float=1e-4,\n",
    "        critic_lr: float=5e-3,\n",
    "        gamma: float=0.9,\n",
    "        lmbda: float=0.9,\n",
    "        epochs: int=20,\n",
    "        eps: float=0.2,\n",
    "        device: str='cpu',\n",
    "    ):\n",
    "        '''\n",
    "        `state_dim`: 状态空间大小\\\\\n",
    "        `hidden_dim`: 隐藏层神经元数量, 若要改隐藏层数量, 需要同步改网络\\\\\n",
    "        `action_dim`: 动作空间, 如果是连续动作, 注意调整初始化参数中的action_space\\\\\n",
    "        `actor_lr`: 演员梯度上升学习率\\\\\n",
    "        `critic_lr`: 评论员梯度上升学习率\\\\\n",
    "        `gamma`: 似乎可以去掉，这一项仅用于调整计算优势advantage时，额外调整折算奖励的系数\\\\\n",
    "        `lmbda`: # 时序差分学习率，也作为折算奖励的系数之一\\\\\n",
    "        `epochs`: PPO内迭代训练多少次\\\\\n",
    "        `eps`: 截断范围, 一般0.1或0.2\\\\\n",
    "        `device`: 设备, 'cuda'或'cpu'\\\\\n",
    "        '''\n",
    "        \n",
    "        self.actor = PolicyNet(state_dim, hidden_dim, action_dim).to(device)\n",
    "        self.critic = ValueNet(state_dim, hidden_dim).to(device)\n",
    "        self.actor_optimizer = torch.optim.Adam(self.actor.parameters(), lr=actor_lr)\n",
    "        self.critic_optimizer = torch.optim.Adam(self.critic.parameters(), lr=critic_lr)\n",
    "        self.gamma = gamma  # 时序差分学习率\n",
    "        self.lmbda = lmbda\n",
    "        self.epochs = epochs  # 一条序列的数据用来训练轮数\n",
    "        self.eps = eps  # PPO中截断范围的参数\n",
    "        self.device = device\n",
    "\n",
    "    def take_action(self, state) -> list:\n",
    "        state = torch.tensor(state[np.newaxis, :], dtype=torch.float).to(self.device)\n",
    "        probs = self.actor(state)\n",
    "        action_dist = torch.distributions.Categorical(probs)\n",
    "        action = action_dist.sample()\n",
    "        return action.item()\n",
    "\n",
    "    def update(self, transition_dict):\n",
    "        states = torch.tensor(np.array(transition_dict['states']), dtype=torch.float).to(self.device)\n",
    "        actions = torch.tensor(np.array(transition_dict['actions']), dtype=torch.int64).view(-1, 1).to(self.device)\n",
    "        rewards = torch.tensor(np.array(transition_dict['rewards']), dtype=torch.float).view(-1, 1).to(self.device)\n",
    "        next_states = torch.tensor(np.array(transition_dict['next_states']), dtype=torch.float).to(self.device)\n",
    "        dones = torch.tensor(np.array(transition_dict['dones']), dtype=torch.int).view(-1, 1).to(self.device)\n",
    "        truncated = torch.tensor(np.array(transition_dict['truncated']), dtype=torch.int).view(-1, 1).to(self.device)\n",
    "        \n",
    "        td_target = rewards + self.gamma * self.critic(next_states) * (1 - dones | truncated)\n",
    "        td_delta = td_target - self.critic(states)\n",
    "        advantage = rl_utils.compute_advantage(self.gamma, self.lmbda, td_delta.cpu()).to(self.device)\n",
    "        # 所谓的另一个演员就是原来的演员的初始状态\n",
    "        old_log_probs = torch.log(self.actor(states).gather(1, actions)).detach()\n",
    "\n",
    "        # 因为每次更新是有限度的，不允许一次更新很远，因此需要多次更新才能达到较好效果，这样调整更精细\n",
    "        for _ in range(self.epochs):\n",
    "            log_probs = torch.log(self.actor(states).gather(1, actions))\n",
    "            # 重要性, 本来是概率直接相除, 但是取e为底, 自然对数概率相减的幂, 结果是一样的\n",
    "            ratio = torch.exp(log_probs - old_log_probs)  # 重要性采样系数\n",
    "            surr1 = ratio * advantage  # 重要性采样\n",
    "            surr2 = torch.clip(ratio, 1 - self.eps, 1 + self.eps) * advantage  # 截断的重要性采样\n",
    "            # PPO损失函数，取上面两者的最小值，加负号，取均值就是损失\n",
    "            actor_loss = torch.mean(-torch.min(surr1, surr2)) \n",
    "            # 评论员更新目标当作标签，加.detach()不纳入计算图\n",
    "            critic_loss = torch.mean(F.mse_loss(self.critic(states), td_target.detach()))\n",
    "            \n",
    "            self.actor_optimizer.zero_grad()\n",
    "            self.critic_optimizer.zero_grad()\n",
    "            actor_loss.backward()\n",
    "            critic_loss.backward()\n",
    "            self.actor_optimizer.step()\n",
    "            self.critic_optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ✅PPO裁剪原理"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PPO限制了更新的大小，因此对于同一批数据可以多次训练，这样参数更新会更精确\n",
    "\n",
    "演员/策略网络损失函数如下（未取均值），应取使其最大化，因此代码中加了负号\n",
    "\n",
    "![](https://s2.loli.net/2023/07/23/6YZFnoAxfiwX57q.png)\n",
    "\n",
    "原本是重要性乘以优势函数再乘以演员动作概率的对数，但是与环境交互的演员变成另一个演员了，这个演员在代码中就是原本那个每次训练刚开始时候的初始状态的演员，相当于一个原始副本。\n",
    "\n",
    "根据A的正负不同，有如下图示，蓝色虚线表示裁剪范围，红色表示最终最小值输出\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 离散动作环境"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初始化参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "device: cpu\n"
     ]
    }
   ],
   "source": [
    "# PPO相关\n",
    "actor_lr = 1e-3\n",
    "critic_lr = 1e-2\n",
    "lmbda = 0.95  # 似乎可以去掉，这一项仅用于调整计算优势advantage时，额外调整折算奖励的系数\n",
    "gamma = 0.98  # 时序差分学习率，也作为折算奖励的系数之一\n",
    "total_epochs = 15  # 迭代轮数\n",
    "total_episodes = 100  # 一轮训练多少次游戏\n",
    "\n",
    "eps = 0.2  # 截断范围参数, 1-eps ~ 1+eps\n",
    "epochs = 10  # PPO中一条序列训练多少轮，和迭代算法无关\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "print('device:', device)\n",
    "\n",
    "# 环境相关\n",
    "env_name = 'CartPole-v1'\n",
    "env = gym.make(env_name)\n",
    "torch.manual_seed(0)\n",
    "\n",
    "# 神经网络相关\n",
    "hidden_dim = 128\n",
    "state_dim = env.observation_space.shape[0]\n",
    "action_dim = env.action_space.n\n",
    "\n",
    "\n",
    "agent = PPO(state_dim, hidden_dim, action_dim, actor_lr, critic_lr, gamma, lmbda, epochs, eps, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 检查点函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [],
   "source": [
    "def read_ckp(ckp_path):\n",
    "    if os.path.exists(ckp_path):\n",
    "        checkpoint = torch.load(ckp_path)\n",
    "        s_epoch = checkpoint['epoch']\n",
    "        s_episode = checkpoint['episode']\n",
    "        agent.actor.load_state_dict(checkpoint['actor_best_weight'])\n",
    "        agent.critic.load_state_dict(checkpoint['critic_best_weight'])\n",
    "        return_list = checkpoint['return_list']\n",
    "        return s_epoch, s_episode, return_list\n",
    "    else:\n",
    "        s_epoch = 0\n",
    "        s_episode = 0\n",
    "        return_list = []\n",
    "        return s_epoch, s_episode, return_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取检查点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.is_available()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "1"
    }
   },
   "outputs": [],
   "source": [
    "CKP_PATH = 'checkpoints/debug/PPO_CPv1.pt'\n",
    "s_epoch, s_episode, return_list = read_ckp(CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "return_list = rl_utils.train_on_policy_agent(env, agent, s_epoch, total_epochs, s_episode, total_episodes, return_list, CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rl_utils.picture_return(return_list, 'PPO', env_name, 9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                               \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均回报:  500.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "view_list = rl_utils.show_gym_policy(env_name, agent, 'human', epochs=10, model_type='AC', if_return=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 连续动作环境"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "2"
    }
   },
   "outputs": [],
   "source": [
    "class PPOcontinuous:\n",
    "    ''' PPO算法,采用截断方式 '''\n",
    "    def __init__(\n",
    "        self,\n",
    "        state_dim: int,\n",
    "        hidden_dim: int,\n",
    "        action_dim: int,\n",
    "        actor_lr: float=1e-4,\n",
    "        critic_lr: float=5e-3,\n",
    "        gamma: float=0.9,\n",
    "        lmbda: float=0.9,\n",
    "        epochs: int=20,\n",
    "        eps: float=0.2,\n",
    "        device: str='cpu',\n",
    "    ):\n",
    "        '''\n",
    "        `state_dim`: 状态空间大小\\\\\n",
    "        `hidden_dim`: 隐藏层神经元数量, 若要改隐藏层数量, 需要同步改网络\\\\\n",
    "        `action_dim`: 动作空间, 如果是连续动作, 注意调整初始化参数中的action_space\\\\\n",
    "        `actor_lr`: 演员梯度上升学习率\\\\\n",
    "        `critic_lr`: 评论员梯度上升学习率\\\\\n",
    "        `gamma`: 似乎可以去掉，这一项仅用于调整计算优势advantage时，额外调整折算奖励的系数\\\\\n",
    "        `lmbda`: # 时序差分学习率，也作为折算奖励的系数之一\\\\\n",
    "        `epochs`: PPO内迭代训练多少次\\\\\n",
    "        `eps`: 截断范围, 一般0.1或0.2\\\\\n",
    "        `device`: 设备, 'cuda'或'cpu'\\\\\n",
    "        '''\n",
    "        \n",
    "        self.actor = PolicyNetContinuous(state_dim, hidden_dim, action_dim).to(device)\n",
    "        self.critic = ValueNet(state_dim, hidden_dim).to(device)\n",
    "        self.actor_optimizer = torch.optim.Adam(self.actor.parameters(), lr=actor_lr)\n",
    "        self.critic_optimizer = torch.optim.Adam(self.critic.parameters(), lr=critic_lr)\n",
    "        self.gamma = gamma  # 时序差分学习率\n",
    "        self.lmbda = lmbda\n",
    "        self.epochs = epochs  # 一条序列的数据用来训练轮数\n",
    "        self.eps = eps  # PPO中截断范围的参数\n",
    "        self.device = device\n",
    "\n",
    "    def take_action(self, state) -> list:\n",
    "        state = torch.tensor(state[np.newaxis, :], dtype=torch.float).to(self.device)\n",
    "        mu, sigma = self.actor(state)\n",
    "        action_dist = torch.distributions.Normal(mu, sigma)\n",
    "        action = action_dist.sample()\n",
    "        return [action.item()]\n",
    "\n",
    "    def update(self, transition_dict):\n",
    "        states = torch.tensor(np.array(transition_dict['states']), dtype=torch.float).to(self.device)\n",
    "        actions = torch.tensor(np.array(transition_dict['actions']), dtype=torch.float).view(-1, 1).to(self.device)\n",
    "        rewards = torch.tensor(np.array(transition_dict['rewards']), dtype=torch.float).view(-1, 1).to(self.device)\n",
    "        next_states = torch.tensor(np.array(transition_dict['next_states']), dtype=torch.float).to(self.device)\n",
    "        dones = torch.tensor(np.array(transition_dict['dones']), dtype=torch.int).view(-1, 1).to(self.device)\n",
    "        truncated = torch.tensor(np.array(transition_dict['truncated']), dtype=torch.int).view(-1, 1).to(self.device)\n",
    "        \n",
    "        rewards = (rewards + 8.0) / 8.0  # 和TRPO一样, 对奖励进行修改, 方便训练\n",
    "        td_target = rewards + self.gamma * self.critic(next_states) * (1 - dones | truncated)\n",
    "        td_delta = td_target - self.critic(states)\n",
    "        advantage = rl_utils.compute_advantage(self.gamma, self.lmbda, td_delta.cpu()).to(self.device)\n",
    "        mu, std = self.actor(states)\n",
    "        action_dists = torch.distributions.Normal(mu.detach(), std.detach())\n",
    "        old_log_probs = action_dists.log_prob(actions)\n",
    "\n",
    "        # 因为每次更新是有限度的，不允许一次更新很远，因此需要多次更新才能达到较好效果，这样调整更精细\n",
    "        for _ in range(self.epochs):\n",
    "            mu, std = self.actor(states)\n",
    "            action_dists = torch.distributions.Normal(mu, std)\n",
    "            log_probs = action_dists.log_prob(actions)\n",
    "            \n",
    "            # 重要性, 本来是概率直接相除, 但是取e为底, 自然对数概率相减的幂, 结果是一样的\n",
    "            ratio = torch.exp(log_probs - old_log_probs)  # 重要性采样系数\n",
    "            surr1 = ratio * advantage # 重要性采样\n",
    "            surr2 = torch.clip(ratio, 1 - self.eps, 1 + self.eps) * advantage # 截断的重要性采样\n",
    "            # PPO损失函数，取上面两者的最小值，加负号，取均值就是损失\n",
    "            actor_loss = torch.mean(-torch.min(surr1, surr2)) \n",
    "            # 评论员更新目标当作标签常数，加.detach()\n",
    "            critic_loss = torch.mean(F.mse_loss(self.critic(states), td_target.detach()))\n",
    "            \n",
    "            self.actor_optimizer.zero_grad()\n",
    "            self.critic_optimizer.zero_grad()\n",
    "            actor_loss.backward()\n",
    "            critic_loss.backward()\n",
    "            self.actor_optimizer.step()\n",
    "            self.critic_optimizer.step()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初始化参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "2"
    }
   },
   "outputs": [],
   "source": [
    "# PPO相关\n",
    "actor_lr = 1e-4\n",
    "critic_lr = 5e-3\n",
    "lmbda = 0.9  # 似乎可以去掉，这一项仅用于调整计算优势advantage时，额外调整折算奖励的系数\n",
    "gamma = 0.9  # 时序差分学习率，也作为折算奖励的系数之一\n",
    "total_epochs = 20  # 迭代轮数\n",
    "total_episodes = 200  # 一轮训练多少次游戏\n",
    "\n",
    "eps = 0.2  # 截断范围参数, 1-eps ~ 1+eps\n",
    "epochs = 10  # PPO中一条序列训练多少轮，和迭代算法无关\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")\n",
    "print('device:', device)\n",
    "\n",
    "# 环境相关\n",
    "env_name = 'Pendulum-v1'\n",
    "env = gym.make(env_name)\n",
    "torch.manual_seed(0)\n",
    "\n",
    "# 神经网络相关\n",
    "hidden_dim = 128\n",
    "state_dim = env.observation_space.shape[0]\n",
    "action_dim = env.action_space.shape[0]  # 连续动作空间\n",
    "\n",
    "agent = PPOcontinuous(state_dim, hidden_dim, action_dim, actor_lr, \n",
    "                      critic_lr, gamma, lmbda, epochs, eps, device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取检查点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": "2"
    }
   },
   "outputs": [],
   "source": [
    "CKP_PATH = 'checkpoints/PPO_PDv1.pt'\n",
    "s_epoch, s_episode, return_list = read_ckp(CKP_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "notebookRunGroups": {
     "groupValue": ""
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                            "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总耗时: 0分钟\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    }
   ],
   "source": [
    "return_list = rl_utils.train_on_policy_agent(env, agent, s_epoch, total_epochs, s_episode, total_episodes, return_list, CKP_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s_epoch, s_episode, return_list = read_ckp(CKP_PATH)\n",
    "rl_utils.picture_return(return_list, 'PPO', env_name, 9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                    "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均回报:  -383.108\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_list = rl_utils.show_gym_policy(env_name, agent, 'rgb_array', epochs=400, model_type='AC', if_return=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均回报:  -569.095\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "view_list = rl_utils.show_gym_policy(env_name, agent, 'human', epochs=10, model_type='AC', if_return=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch-2.0.1",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "86978ba11fa8499f5b8af011dc68ef5a86fbba390eeec1631ee031c831a1c46b"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
